Experiences
- 副处长(挂职):2022年5月-2023年5月
华南理工大学,科学技术研究院,重大项目与高新技术处 - Professor: Mar. 2022 - now
School of Future Technology, South China University of Technology (SCUT), Guangzhou, China - Research Fellow: Oct. 2019 - Mar. 2022
Department of Electrical and Computer Engineering, National University of Singapore (NUS), Singapore
Supervisor: Prof. Haizhou Li (IEEE Fellow,新加坡工程院院士) - Visiting Scholar: Oct. 2018 - Apr. 2019
Department of Electrical and Computer Engineering, University of California Davis (UCD), CA, USA
Supervisor: Prof. Zhi Ding (IEEE Fellow) - Ph.D degree: Aug. 2016 - Oct. 2019
Department of Electrical Engineering, City University of Hong Kong (CityU), Hong Kong, China
Supervisor: Prof. Hing Cheung So (IEEE Fellow) - M.S degree: Sept. 2013 - Mar. 2016
College of Automation, Harbin Engineering University (HEU), Harbin, China
Supervisor: Prof. Wei Wang - B.E degree: Sept. 2009 - Jul. 2013
College of Automation, Harbin Engineering University (HEU), Harbin, China
Projects
- 未来技术太湖创新基金“基于多导睡眠信息编码的助眠场景音乐生成”,2024.08-2025.07,项目负责人
- 华为技术有限公司委托项目“UI资源内容理解技术合作项目”,2024.07-2025.12,主要参与人
- 教务处教研教改项目“聚焦产学研的机器学习前沿课堂”,2024.06-2026.06,项目负责人
- 厦门威恩科技-华南理工大学“AI赋能主动健康”联合实验室,2024.06-2029.05,项目负责人
- 中央高校基本科研业务费(自然科学类)成果转化类项目“华南理工大学-无锡“未来技术”联合研究中心”,2023.01-2024.12,项目负责人
- 广州钛动科技股份有限公司的企业委托项目“在线广告需求平台算法与策略优化项目”,2023.07-2023.12,项目负责人
- 北京航空航天大学-中国航天九院鸿鹊创新中心开放基金“面向电磁信号参数测量的深度神经网络轻量化结构研究”,2023.01-2023.12,项目负责人
- 国家自然科学基金青年项目“可扩展的自适应深度矩阵补全:快速算法和理论分析”,2023.01-2025.12,项目负责人
- 广州市基础与应用基础研究项目“面向人机交互系统的智能测向技术研究”,2023.04-2025.03,项目负责人
- 国防XXX工程项目,2023.01-2024.06,课题参与
- 国家科技部重点研发计划“视听触多通道融合的高沉浸式自然人机交互系统”,2022.10-2025.09,技术骨干
Patents
- 一种基于半监督学习的多模态交互情感分析方法,中国发明专利,202411145262.7
- 基于FPGA中高性能计算架构的通用定点矩阵乘法器的实现方法、装置及介质,中国发明专利,202410783729.4
- 一种基于互信息的空洞卷积自适应调节方法,中国发明专利,202410530741.4
- 一种基于单目RGB图像去遮挡下的双手3D重建方法,中国发明专利,202311462219.9
- 一种基于AutoHOINet的人-物交互检测方法,中国发明专利,202311180607.8
- 一种轮廓平行等高线路径自适应生成方法、装置及介质,中国发明专利,202310880267.3
- 一种基于注意力机制的多分支2D人体姿态估计方法,中国发明专利,202310668367.X
- 一种基于TED-Net的非接触人-物交互检测方法,中国发明专利,CN116563605B
- PipTile-基于LLM文意理解的一站式信息检索及利用软件[简称:PipTile]V1.0,计算机软件著作,2023SR0791879
Awards and Honors
- 入选广东省“XXXX计划”青年拔尖人才, 2024
- 入选广州市“XXXX计划”创新创业人才引进项目青年拔尖人才, 2024
- Chinagraph 2024 “先临精鹰杯”高精度三维重建大赛, 二等奖和三等奖, 2024
- 华南理工大学2023-2024学年度本科生优秀班主任, 2024
- 华南理工大学2022-2023学年度本科生优秀班主任, 2023
- 多模态计算与情感交互实验室入选2023年广东省人工智能风云榜-科研机构风云榜, 2023
- 2020 Exemplary Reviewer of the IEEE Communications Letters, 2023
- IEEE ICSIDP 2019 (Chongqing), Best Paper Award, 2019
- Institutional Research Tuition Scholarship, CityU, 2018-2019
- Outstanding Academic Performance Award, CityU, 2018
- Institutional Research Tuition Scholarship, CityU, 2017-2018
- Outstanding Academic Performance Award, CityU, 2017
- PhD Research Scholarship, CityU, 2016-2019
- National Scholarship, HEU, 2015
Teaching
- Machine Learning Course Training, 2024 Fall
- Machine Learning, 2024 Fall
- Data Analysis and Machine Learning, 2024 Spring
- Machine Learning Course Training, 2023 Fall
- Machine Learning, 2023 Fall
- Engineering Applications in Artificial Intelligence, 2023 Spring
- Machine Learning Course Training, 2022 Fall
- Machine Learning, 2022 Fall
Academia Services
1) Associate Editor:
- IEEE Systems Journal, 2022- . https://ieeesystemsjournal.org/journal-of-boards/
- Digital Signal Processing, 2022- . https://www.journals.elsevier.com/digital-signal-processing/editorial-board/qi-liu
- Electronics and Signal Processing, 2022- . https://www.elspub.com/journals/electronics-and-signal-processing
2) Guest Editor:
- Hongxu Zhu, Haoran Chi, Xinyuan Qian, Rui Liu, and Qi Liu, Special Issue on “Human Machine Interface for Next Generation Consumer Electronics”, IEEE Transactions on Consumer Electronics, 2024. https://ctsoc.ieee.org/images/TCE_FILES/Approved_CFP/August_2024/TCE_SS_CFP_Human_Machine_Interface_for_Next_generation_Consumer_Electronics.pdf.
- Hongyang Chen, Qi Liu, Quan Yu, Ian F. Akyildiz, and Sergy Vorobyov, Special Issue on “Efficient, Effective, and Explicable AI Inspired IoT over Non-terrestrial Networks”, IEEE Interest of Things Journal, 2023. https://ieee-iotj.org/wp-content/uploads/2023/06/3EAI_Non_Terrestrial.pdf.
- Qi Liu, Junli Liang, Hing Cheung So, and Yimin Daniel Zhang, Special Issue on “Neural Networks and Machine Learning for Multidimensional Signal Processing”, IET Signal Processing, 2022. https://digital-library.theiet.org/content/journals/iet-spr
- Xianpeng Wang, Qi Liu, and Bin Zhang, Special Issue on “Efficient Processing and Learning with DNNs for Multidimensional Signal Processing”, International Journal of Antennas and Propagation, 2022. https://www.hindawi.com/journals/ijap/si/837632/
- Xianpeng Wang, Qi Liu, Bin Zhang and Wei Liu, Special Issue on “Scalable and Robust Optimization Techniques for Multidimensional Signal Processing”, Wireless Communications and Mobile Computing, 2022. https://www.hindawi.com/journals/wcmc/si/395818/
3) Invited Talks:
- Invited Speaker:”Novel view synthesis and 3D reconstruction”, in the 5th International Conference on Computer, Big Data and Artificial Intelligence, Jingdezhen, China, 2024/11/02. http://www.iccbdai.org/invitedspeaker2024/index.html
- 受邀报告:”大模型垂直落地挑战及在主动健康方向探索”, 华南理工大学新闻与传播学院,广州,2024/06/13
- 受邀报告:”基于多源异构信息的多模态数据处理”, 西安科技大学,西安,第三届西部融合通信与智能信息处理学术论坛会议,2024/05/11
- 受邀报告:”大模型垂直落地挑战及在主动健康方向探索”, 电子科技大学计算机学院,成都,2024/04/12. https://www.scse.uestc.edu.cn/info/1056/15623.htm
- 受邀报告:”HealthGPT:主动健康大模型”, 广州人工智能公共算力中心,广州,2023/07/06. https://zhuanlan.zhihu.com/p/642571833
- 受邀报告:”类脑计算与高效能算法设计”, 广东省智能科学与技术研究院,珠海,2023/06/29. https://gdiist.cn/news/detail/6/124
- Keynote Speaker: “Human-Object Interaction Detection”, the 3rd ICFEICT, Yangzhou, China, 26 May 2023-29 May 2023. https://www.computer.org/csdl/proceedings-article/icfeict/2023/023500z022/1Q5p9H6WnQs
- Invited Speaker: “Image denoising via 2D random interpolation average scheme”, hosted by Prof. Truong Nguyen (IEEE Fellow), Department of Electrical and Computer Engineering, University of California, San Diego (UCSD), 03 Dec. 2018.
- Invited Speaker: “Weakly convex optimization for signal processing problems”, hosted by Prof. P.P. Vaidyanathan (IEEE Fellow,美国工程院院士), Department of Electrical Engineering, California Institute of Technology (Caltech), 30 Nov. 2018.
4) Conference Chair:
- Q. Liu and Z. Wei, Workshop Chair of “Visual Perception and Understanding Based on Deep Neural Networks” in the 5th International Conference on Computer, Big Data and Artificial Intelligence, Jingdezhen, China, 2024. http://www.iccbdai.org/workshop2024/index.html
- Q. Liu and Z. Wei, Workshop Chair of “Multimodal/Crossmodal Perception and Content Understanding” in the 4th International Conference on Image, Vision and Intelligent Systems (ICIVIS), Xining, China, 2024. http://www.icivis.net//
- Q. Liu and H. Cao, Special Session Chair of “Artificial Intelligence based Array Signal Processing and Its Applications” in the 2nd International Conference on Frontiers of Electronics, Information and Computation Technologies (ICFEICT), Wuhan, China, 2022. http://www.feict.net/workshop/
- J. Xu, Q. Liu, P. Xiao, Session Chair of “Array Signal Processing”, in the 14th International Conference on Signal Processing Systems (ICSPS), Zhenjiang, China, 2022. http://www.icsps.org/s6.html